Frequency estimation of noisy sinusoidal signals based on deep learning

• Main Author: Wang, Yifan
• Other Authors: Teh Kah Chan
• Format: Thesis-Master by Coursework
• Language: English
• Published: Nanyang Technological University 2024
• Subjects: Engineering; Frequency estimation; Sinusoidal signal; Deep learning; Multilayer perceptron; Convolutional neural network; Recurrent neural network
• Online Access: https://hdl.handle.net/10356/174206
• Institution: Nanyang Technological University

Estimating parameters from sinusoidal signals contaminated by noise is a critically important topic extensively applied in fields such as radar systems, communication systems, biomedical engineering, and power systems. Frequency, as the most crucial parameter and intrinsic characteristic of sinusoid...